
"""simple docstring"""






from typing import TYPE_CHECKING

from ...utils import (
    OptionalDependencyNotAvailable,
    _LazyModule,
    is_flax_available,
    is_tensorflow_text_available,
    is_tf_available,
    is_tokenizers_available,
    is_torch_available,
)


UpperCAmelCase        =				{
    """configuration_bert""": ["""BERT_PRETRAINED_CONFIG_ARCHIVE_MAP""", """BertConfig""", """BertOnnxConfig"""],
    """tokenization_bert""": ["""BasicTokenizer""", """BertTokenizer""", """WordpieceTokenizer"""],
}

try:
					if not is_tokenizers_available():
										raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
					pass
else:
					UpperCAmelCase        =				["""BertTokenizerFast"""]

try:
					if not is_torch_available():
										raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
					pass
else:
					UpperCAmelCase        =				[
					    """BERT_PRETRAINED_MODEL_ARCHIVE_LIST""",
					    """BertForMaskedLM""",
					    """BertForMultipleChoice""",
					    """BertForNextSentencePrediction""",
					    """BertForPreTraining""",
					    """BertForQuestionAnswering""",
					    """BertForSequenceClassification""",
					    """BertForTokenClassification""",
					    """BertLayer""",
					    """BertLMHeadModel""",
					    """BertModel""",
					    """BertPreTrainedModel""",
					    """load_tf_weights_in_bert""",
					]

try:
					if not is_tf_available():
										raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
					pass
else:
					UpperCAmelCase        =				[
					    """TF_BERT_PRETRAINED_MODEL_ARCHIVE_LIST""",
					    """TFBertEmbeddings""",
					    """TFBertForMaskedLM""",
					    """TFBertForMultipleChoice""",
					    """TFBertForNextSentencePrediction""",
					    """TFBertForPreTraining""",
					    """TFBertForQuestionAnswering""",
					    """TFBertForSequenceClassification""",
					    """TFBertForTokenClassification""",
					    """TFBertLMHeadModel""",
					    """TFBertMainLayer""",
					    """TFBertModel""",
					    """TFBertPreTrainedModel""",
					]
try:
					if not is_tensorflow_text_available():
										raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
					pass
else:
					UpperCAmelCase        =				["""TFBertTokenizer"""]

try:
					if not is_flax_available():
										raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
					pass
else:
					UpperCAmelCase        =				[
					    """FlaxBertForCausalLM""",
					    """FlaxBertForMaskedLM""",
					    """FlaxBertForMultipleChoice""",
					    """FlaxBertForNextSentencePrediction""",
					    """FlaxBertForPreTraining""",
					    """FlaxBertForQuestionAnswering""",
					    """FlaxBertForSequenceClassification""",
					    """FlaxBertForTokenClassification""",
					    """FlaxBertModel""",
					    """FlaxBertPreTrainedModel""",
					]

if TYPE_CHECKING:
					from .configuration_bert import BERT_PRETRAINED_CONFIG_ARCHIVE_MAP, BertConfig, BertOnnxConfig
					from .tokenization_bert import BasicTokenizer, BertTokenizer, WordpieceTokenizer

					try:
										if not is_tokenizers_available():
															raise OptionalDependencyNotAvailable()
					except OptionalDependencyNotAvailable:
										pass
					else:
										from .tokenization_bert_fast import BertTokenizerFast

					try:
										if not is_torch_available():
															raise OptionalDependencyNotAvailable()
					except OptionalDependencyNotAvailable:
										pass
					else:
										from .modeling_bert import (
										    BERT_PRETRAINED_MODEL_ARCHIVE_LIST,
										    BertForMaskedLM,
										    BertForMultipleChoice,
										    BertForNextSentencePrediction,
										    BertForPreTraining,
										    BertForQuestionAnswering,
										    BertForSequenceClassification,
										    BertForTokenClassification,
										    BertLayer,
										    BertLMHeadModel,
										    BertModel,
										    BertPreTrainedModel,
										    load_tf_weights_in_bert,
										)

					try:
										if not is_tf_available():
															raise OptionalDependencyNotAvailable()
					except OptionalDependencyNotAvailable:
										pass
					else:
										from .modeling_tf_bert import (
										    TF_BERT_PRETRAINED_MODEL_ARCHIVE_LIST,
										    TFBertEmbeddings,
										    TFBertForMaskedLM,
										    TFBertForMultipleChoice,
										    TFBertForNextSentencePrediction,
										    TFBertForPreTraining,
										    TFBertForQuestionAnswering,
										    TFBertForSequenceClassification,
										    TFBertForTokenClassification,
										    TFBertLMHeadModel,
										    TFBertMainLayer,
										    TFBertModel,
										    TFBertPreTrainedModel,
										)

					try:
										if not is_tensorflow_text_available():
															raise OptionalDependencyNotAvailable()
					except OptionalDependencyNotAvailable:
										pass
					else:
										from .tokenization_bert_tf import TFBertTokenizer

					try:
										if not is_flax_available():
															raise OptionalDependencyNotAvailable()
					except OptionalDependencyNotAvailable:
										pass
					else:
										from .modeling_flax_bert import (
										    FlaxBertForCausalLM,
										    FlaxBertForMaskedLM,
										    FlaxBertForMultipleChoice,
										    FlaxBertForNextSentencePrediction,
										    FlaxBertForPreTraining,
										    FlaxBertForQuestionAnswering,
										    FlaxBertForSequenceClassification,
										    FlaxBertForTokenClassification,
										    FlaxBertModel,
										    FlaxBertPreTrainedModel,
										)

else:
					import sys

					UpperCAmelCase        =				_LazyModule(__name__, globals()["""__file__"""], _import_structure, module_spec=__spec__)




"""simple docstring"""






import unittest

from diffusers.models.unet_ad_blocks import *  # noqa F403
from diffusers.utils import torch_device

from .test_unet_blocks_common import UNetBlockTesterMixin



class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     DownBlockaD  # noqa F405
			lowercase        =     '''down'''






			def 					UpperCAmelCase							(self  :	int			)       ->	List[str]:





				"""simple docstring"""


				lowerCAmelCase												=  [-0.02_32, -0.98_69, 0.80_54, -0.06_37, -0.16_88, -1.42_64, 0.44_70, -1.33_94, 0.09_04]
				super().test_output(SCREAMING_SNAKE_CASE_			)





class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     ResnetDownsampleBlockaD  # noqa F405
			lowercase        =     '''down'''






			def 					UpperCAmelCase							(self  :	Any			)       ->	List[Any]:





				"""simple docstring"""


				lowerCAmelCase												=  [0.07_10, 0.24_10, -0.73_20, -1.07_57, -1.13_43, 0.35_40, -0.01_33, -0.25_76, 0.09_48]
				super().test_output(SCREAMING_SNAKE_CASE_			)





class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     AttnDownBlockaD  # noqa F405
			lowercase        =     '''down'''






			def 					UpperCAmelCase							(self  :	Tuple			)       ->	List[str]:





				"""simple docstring"""


				lowerCAmelCase												=  [0.06_36, 0.89_64, -0.62_34, -1.01_31, 0.08_44, 0.49_35, 0.34_37, 0.09_11, -0.29_57]
				super().test_output(SCREAMING_SNAKE_CASE_			)





class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     CrossAttnDownBlockaD  # noqa F405
			lowercase        =     '''down'''






			def 					UpperCAmelCase							(self  :	int			)       ->	Union[str, Any]:





				"""simple docstring"""


				lowerCAmelCase							,       lowerCAmelCase												=  super().prepare_init_args_and_inputs_for_common()
				lowerCAmelCase												=  32
				return init_dict, inputs_dict






			def 					UpperCAmelCase							(self  :	List[Any]			)       ->	str:





				"""simple docstring"""


				lowerCAmelCase												=  [0.22_38, -0.73_96, -0.22_55, -0.38_29, 0.19_25, 1.16_65, 0.06_03, -0.72_95, 0.19_83]
				super().test_output(SCREAMING_SNAKE_CASE_			)





class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     SimpleCrossAttnDownBlockaD  # noqa F405
			lowercase        =     '''down'''






			@property
			def 					UpperCAmelCase							(self  :	Dict			)       ->	List[str]:





				"""simple docstring"""


				return super().get_dummy_input(include_encoder_hidden_states=SCREAMING_SNAKE_CASE_			)






			def 					UpperCAmelCase							(self  :	List[Any]			)       ->	List[str]:





				"""simple docstring"""


				lowerCAmelCase							,       lowerCAmelCase												=  super().prepare_init_args_and_inputs_for_common()
				lowerCAmelCase												=  32
				return init_dict, inputs_dict






			@unittest.skipIf(torch_device == '''mps'''      ,'''MPS result is not consistent'''			)
			def 					UpperCAmelCase							(self  :	str			)       ->	Tuple:





				"""simple docstring"""


				lowerCAmelCase												=  [0.79_21, -0.09_92, -0.19_62, -0.76_95, -0.42_42, 0.78_04, 0.47_37, 0.27_65, 0.33_38]
				super().test_output(SCREAMING_SNAKE_CASE_			)





class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     SkipDownBlockaD  # noqa F405
			lowercase        =     '''down'''






			@property
			def 					UpperCAmelCase							(self  :	List[Any]			)       ->	int:





				"""simple docstring"""


				return super().get_dummy_input(include_skip_sample=SCREAMING_SNAKE_CASE_			)






			def 					UpperCAmelCase							(self  :	Optional[int]			)       ->	int:





				"""simple docstring"""


				lowerCAmelCase												=  [-0.08_45, -0.20_87, -0.24_65, 0.09_71, 0.19_00, -0.04_84, 0.26_64, 0.41_79, 0.50_69]
				super().test_output(SCREAMING_SNAKE_CASE_			)





class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     AttnSkipDownBlockaD  # noqa F405
			lowercase        =     '''down'''






			@property
			def 					UpperCAmelCase							(self  :	List[Any]			)       ->	Optional[int]:





				"""simple docstring"""


				return super().get_dummy_input(include_skip_sample=SCREAMING_SNAKE_CASE_			)






			def 					UpperCAmelCase							(self  :	Any			)       ->	List[str]:





				"""simple docstring"""


				lowerCAmelCase												=  [0.55_39, 0.16_09, 0.49_24, 0.05_37, -0.19_95, 0.40_50, 0.09_79, -0.27_21, -0.06_42]
				super().test_output(SCREAMING_SNAKE_CASE_			)





class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     DownEncoderBlockaD  # noqa F405
			lowercase        =     '''down'''






			@property
			def 					UpperCAmelCase							(self  :	int			)       ->	str:





				"""simple docstring"""


				return super().get_dummy_input(include_temb=SCREAMING_SNAKE_CASE_			)






			def 					UpperCAmelCase							(self  :	int			)       ->	Tuple:





				"""simple docstring"""


				lowerCAmelCase												=  {
				    '''in_channels''': 32,
				    '''out_channels''': 32,
				}
				lowerCAmelCase												=  self.dummy_input
				return init_dict, inputs_dict






			def 					UpperCAmelCase							(self  :	str			)       ->	Optional[int]:





				"""simple docstring"""


				lowerCAmelCase												=  [1.11_02, 0.53_02, 0.48_72, -0.00_23, -0.80_42, 0.04_83, -0.34_89, -0.56_32, 0.76_26]
				super().test_output(SCREAMING_SNAKE_CASE_			)





class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     AttnDownEncoderBlockaD  # noqa F405
			lowercase        =     '''down'''






			@property
			def 					UpperCAmelCase							(self  :	Tuple			)       ->	Union[str, Any]:





				"""simple docstring"""


				return super().get_dummy_input(include_temb=SCREAMING_SNAKE_CASE_			)






			def 					UpperCAmelCase							(self  :	List[Any]			)       ->	Union[str, Any]:





				"""simple docstring"""


				lowerCAmelCase												=  {
				    '''in_channels''': 32,
				    '''out_channels''': 32,
				}
				lowerCAmelCase												=  self.dummy_input
				return init_dict, inputs_dict






			def 					UpperCAmelCase							(self  :	Any			)       ->	Optional[Any]:





				"""simple docstring"""


				lowerCAmelCase												=  [0.89_66, -0.14_86, 0.85_68, 0.81_41, -0.90_46, -0.13_42, -0.09_72, -0.74_17, 0.15_38]
				super().test_output(SCREAMING_SNAKE_CASE_			)





class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     UNetMidBlockaD  # noqa F405
			lowercase        =     '''mid'''






			def 					UpperCAmelCase							(self  :	List[Any]			)       ->	str:





				"""simple docstring"""


				lowerCAmelCase												=  {
				    '''in_channels''': 32,
				    '''temb_channels''': 128,
				}
				lowerCAmelCase												=  self.dummy_input
				return init_dict, inputs_dict






			def 					UpperCAmelCase							(self  :	Optional[Any]			)       ->	str:





				"""simple docstring"""


				lowerCAmelCase												=  [-0.10_62, 1.72_48, 0.34_94, 1.45_69, -0.09_10, -1.24_21, -0.99_84, 0.67_36, 1.00_28]
				super().test_output(SCREAMING_SNAKE_CASE_			)





class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     UNetMidBlockaDCrossAttn  # noqa F405
			lowercase        =     '''mid'''






			def 					UpperCAmelCase							(self  :	Union[str, Any]			)       ->	Tuple:





				"""simple docstring"""


				lowerCAmelCase							,       lowerCAmelCase												=  super().prepare_init_args_and_inputs_for_common()
				lowerCAmelCase												=  32
				return init_dict, inputs_dict






			def 					UpperCAmelCase							(self  :	Any			)       ->	Dict:





				"""simple docstring"""


				lowerCAmelCase												=  [0.01_87, 2.42_20, 0.44_84, 1.12_03, -0.61_21, -1.51_22, -0.82_70, 0.78_51, 1.83_35]
				super().test_output(SCREAMING_SNAKE_CASE_			)





class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     UNetMidBlockaDSimpleCrossAttn  # noqa F405
			lowercase        =     '''mid'''






			@property
			def 					UpperCAmelCase							(self  :	Union[str, Any]			)       ->	str:





				"""simple docstring"""


				return super().get_dummy_input(include_encoder_hidden_states=SCREAMING_SNAKE_CASE_			)






			def 					UpperCAmelCase							(self  :	int			)       ->	int:





				"""simple docstring"""


				lowerCAmelCase							,       lowerCAmelCase												=  super().prepare_init_args_and_inputs_for_common()
				lowerCAmelCase												=  32
				return init_dict, inputs_dict






			def 					UpperCAmelCase							(self  :	str			)       ->	Optional[Any]:





				"""simple docstring"""


				lowerCAmelCase												=  [0.71_43, 1.99_74, 0.54_48, 1.39_77, 0.12_82, -1.12_37, -1.42_38, 0.55_30, 0.88_80]
				super().test_output(SCREAMING_SNAKE_CASE_			)





class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     UpBlockaD  # noqa F405
			lowercase        =     '''up'''






			@property
			def 					UpperCAmelCase							(self  :	int			)       ->	Any:





				"""simple docstring"""


				return super().get_dummy_input(include_res_hidden_states_tuple=SCREAMING_SNAKE_CASE_			)






			def 					UpperCAmelCase							(self  :	Tuple			)       ->	Optional[int]:





				"""simple docstring"""


				lowerCAmelCase												=  [-0.20_41, -0.41_65, -0.30_22, 0.00_41, -0.66_28, -0.70_53, 0.19_28, -0.03_25, 0.05_23]
				super().test_output(SCREAMING_SNAKE_CASE_			)





class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     ResnetUpsampleBlockaD  # noqa F405
			lowercase        =     '''up'''






			@property
			def 					UpperCAmelCase							(self  :	Optional[int]			)       ->	str:





				"""simple docstring"""


				return super().get_dummy_input(include_res_hidden_states_tuple=SCREAMING_SNAKE_CASE_			)






			def 					UpperCAmelCase							(self  :	Dict			)       ->	List[Any]:





				"""simple docstring"""


				lowerCAmelCase												=  [0.22_87, 0.35_49, -0.13_46, 0.47_97, -0.17_15, -0.96_49, 0.73_05, -0.58_64, -0.62_44]
				super().test_output(SCREAMING_SNAKE_CASE_			)





class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     CrossAttnUpBlockaD  # noqa F405
			lowercase        =     '''up'''






			@property
			def 					UpperCAmelCase							(self  :	Optional[int]			)       ->	Optional[Any]:





				"""simple docstring"""


				return super().get_dummy_input(include_res_hidden_states_tuple=SCREAMING_SNAKE_CASE_			)






			def 					UpperCAmelCase							(self  :	Tuple			)       ->	List[str]:





				"""simple docstring"""


				lowerCAmelCase							,       lowerCAmelCase												=  super().prepare_init_args_and_inputs_for_common()
				lowerCAmelCase												=  32
				return init_dict, inputs_dict






			def 					UpperCAmelCase							(self  :	str			)       ->	Tuple:





				"""simple docstring"""


				lowerCAmelCase												=  [-0.14_03, -0.35_15, -0.04_20, -0.14_25, 0.31_67, 0.50_94, -0.21_81, 0.59_31, 0.55_82]
				super().test_output(SCREAMING_SNAKE_CASE_			)





class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     SimpleCrossAttnUpBlockaD  # noqa F405
			lowercase        =     '''up'''






			@property
			def 					UpperCAmelCase							(self  :	Any			)       ->	List[Any]:





				"""simple docstring"""


				return super().get_dummy_input(include_res_hidden_states_tuple=SCREAMING_SNAKE_CASE_      ,include_encoder_hidden_states=SCREAMING_SNAKE_CASE_			)






			def 					UpperCAmelCase							(self  :	Union[str, Any]			)       ->	int:





				"""simple docstring"""


				lowerCAmelCase							,       lowerCAmelCase												=  super().prepare_init_args_and_inputs_for_common()
				lowerCAmelCase												=  32
				return init_dict, inputs_dict






			def 					UpperCAmelCase							(self  :	Tuple			)       ->	Any:





				"""simple docstring"""


				lowerCAmelCase												=  [0.26_45, 0.14_80, 0.09_09, 0.80_44, -0.97_58, -0.90_83, 0.09_94, -1.14_53, -0.74_02]
				super().test_output(SCREAMING_SNAKE_CASE_			)





class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     AttnUpBlockaD  # noqa F405
			lowercase        =     '''up'''






			@property
			def 					UpperCAmelCase							(self  :	List[str]			)       ->	List[Any]:





				"""simple docstring"""


				return super().get_dummy_input(include_res_hidden_states_tuple=SCREAMING_SNAKE_CASE_			)






			@unittest.skipIf(torch_device == '''mps'''      ,'''MPS result is not consistent'''			)
			def 					UpperCAmelCase							(self  :	int			)       ->	Tuple:





				"""simple docstring"""


				lowerCAmelCase												=  [0.09_79, 0.13_26, 0.00_21, 0.06_59, 0.22_49, 0.00_59, 0.11_32, 0.59_52, 0.10_33]
				super().test_output(SCREAMING_SNAKE_CASE_			)





class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     SkipUpBlockaD  # noqa F405
			lowercase        =     '''up'''






			@property
			def 					UpperCAmelCase							(self  :	Optional[int]			)       ->	List[str]:





				"""simple docstring"""


				return super().get_dummy_input(include_res_hidden_states_tuple=SCREAMING_SNAKE_CASE_			)






			def 					UpperCAmelCase							(self  :	str			)       ->	int:





				"""simple docstring"""


				lowerCAmelCase												=  [-0.08_93, -0.12_34, -0.15_06, -0.03_32, 0.01_23, -0.02_11, 0.05_66, 0.01_43, 0.03_62]
				super().test_output(SCREAMING_SNAKE_CASE_			)





class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     AttnSkipUpBlockaD  # noqa F405
			lowercase        =     '''up'''






			@property
			def 					UpperCAmelCase							(self  :	Optional[Any]			)       ->	str:





				"""simple docstring"""


				return super().get_dummy_input(include_res_hidden_states_tuple=SCREAMING_SNAKE_CASE_			)






			def 					UpperCAmelCase							(self  :	Any			)       ->	int:





				"""simple docstring"""


				lowerCAmelCase												=  [0.03_61, 0.06_17, 0.27_87, -0.03_50, 0.03_42, 0.34_21, -0.08_43, 0.09_13, 0.30_15]
				super().test_output(SCREAMING_SNAKE_CASE_			)





class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     UpDecoderBlockaD  # noqa F405
			lowercase        =     '''up'''






			@property
			def 					UpperCAmelCase							(self  :	List[str]			)       ->	List[Any]:





				"""simple docstring"""


				return super().get_dummy_input(include_temb=SCREAMING_SNAKE_CASE_			)






			def 					UpperCAmelCase							(self  :	List[str]			)       ->	Union[str, Any]:





				"""simple docstring"""


				lowerCAmelCase												=  {'''in_channels''': 32, '''out_channels''': 32}

				lowerCAmelCase												=  self.dummy_input
				return init_dict, inputs_dict






			def 					UpperCAmelCase							(self  :	Dict			)       ->	Union[str, Any]:





				"""simple docstring"""


				lowerCAmelCase												=  [0.44_04, 0.19_98, -0.98_86, -0.33_20, -0.31_28, -0.70_34, -0.69_55, -0.23_38, -0.31_37]
				super().test_output(SCREAMING_SNAKE_CASE_			)





class 			lowercase					( lowercase__   ,unittest.TestCase		):
			lowercase        =     AttnUpDecoderBlockaD  # noqa F405
			lowercase        =     '''up'''






			@property
			def 					UpperCAmelCase							(self  :	Any			)       ->	Dict:





				"""simple docstring"""


				return super().get_dummy_input(include_temb=SCREAMING_SNAKE_CASE_			)






			def 					UpperCAmelCase							(self  :	Any			)       ->	Optional[Any]:





				"""simple docstring"""


				lowerCAmelCase												=  {'''in_channels''': 32, '''out_channels''': 32}

				lowerCAmelCase												=  self.dummy_input
				return init_dict, inputs_dict






			def 					UpperCAmelCase							(self  :	Optional[int]			)       ->	Optional[int]:





				"""simple docstring"""


				lowerCAmelCase												=  [0.67_38, 0.44_91, 0.10_55, 1.07_10, 0.73_16, 0.33_39, 0.33_52, 0.10_23, 0.35_68]
				super().test_output(SCREAMING_SNAKE_CASE_			)


